{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "使用决策树完成鸢尾花分类任务"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib.colors import ListedColormap\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from pydotplus import graph_from_dot_data\n",
    "from sklearn.tree import export_graphviz"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "准备鸢尾花数据集"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 4) (150,)\n",
      "Class labels: [0 1 2]\n",
      "(105, 2) (105,)\n"
     ]
    }
   ],
   "source": [
    "iris = datasets.load_iris()\n",
    "print(iris['data'].shape, iris['target'].shape) # (150, 4) (150,) 一共有4个特征\n",
    "X = iris.data[:,[2,3]] # 只使用2个特征\n",
    "y = iris.target\n",
    "print('Class labels:', np.unique(y))\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=1, stratify=y)\n",
    "print(X_train.shape, y_train.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "训练并绘制决策边界："
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [],
   "source": [
    "def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02):\n",
    "     # setup marker generator and color map\n",
    "     markers = ('s', 'x', 'o', '^', 'v')\n",
    "     colors = ('red', 'blue', 'lightgreen', 'gray', 'cyan')\n",
    "     cmap = ListedColormap(colors[:len(np.unique(y))])\n",
    "\n",
    "     # plot the decision surface\n",
    "     x1_min, x1_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "     x2_min, x2_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "     xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n",
    "                            np.arange(x2_min, x2_max, resolution))\n",
    "     Z = classifier.predict(np.array([xx1.ravel(), xx2.ravel()]).T)\n",
    "     Z = Z.reshape(xx1.shape)\n",
    "     plt.contourf(xx1, xx2, Z, alpha=0.3, cmap=cmap)\n",
    "     plt.xlim(xx1.min(), xx1.max())\n",
    "     plt.ylim(xx2.min(), xx2.max())\n",
    "\n",
    "     for idx, cl in enumerate(np.unique(y)):\n",
    "         plt.scatter(x=X[y == cl, 0], y=X[y == cl, 1],\n",
    "         alpha=0.8, c=colors[idx],\n",
    "         marker=markers[idx], label=cl,\n",
    "         edgecolor='black')\n",
    "\n",
    "     # highlight test samples\n",
    "     if test_idx:\n",
    "         # plot all samples\n",
    "         X_test, y_test = X[test_idx, :], y[test_idx]\n",
    "         plt.scatter(X_test[:, 0], X_test[:, 1],\n",
    "                     c='', edgecolor='black', alpha=1.0,\n",
    "                     linewidth=1, marker='o',\n",
    "                     s=100, label='test set')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:31: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated since 3.2 and will be removed two minor releases later. Use an explicit list instead.\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tree = DecisionTreeClassifier(criterion='gini', max_depth=4, random_state=1)\n",
    "tree.fit(X_train, y_train)\n",
    "\n",
    "X_combined = np.vstack((X_train, X_test))\n",
    "y_combined = np.hstack((y_train, y_test))\n",
    "# 绘制决策边界\n",
    "plot_decision_regions(X_combined, y_combined, classifier=tree, test_idx=range(105, 150))\n",
    "plt.xlabel('petal length [cm]')\n",
    "plt.ylabel('petal width [cm]')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "绘制决策树的结构和结果："
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot_data = export_graphviz(tree,\n",
    "                           filled=True,\n",
    "                           rounded=True,\n",
    "                           class_names=['Setosa', 'Versicolor', 'Virginica'],\n",
    "                           feature_names=['petal length', 'petal width'],\n",
    "                           out_file=None)\n",
    "graph = graph_from_dot_data(dot_data)\n",
    "\n",
    "cwd = '/home/xijian/pycharm_projects/Magic-NLPer/MachineLearning/'\n",
    "img_save_dir = cwd+'DecisionTree决策树/imgs/'\n",
    "\n",
    "graph.write_png(img_save_dir+'tree.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 720x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.image import imread\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "im = imread(img_save_dir+'tree.png')\n",
    "plt.imshow(im)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}